Is Sustainability a Breakfast Cereal? Public Program Based Research into Community Understandings of Sustainability
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract What meanings and values does the community (the general public) attach to the term “sustainability”? As this complex concept is widely used in academic, political and policy arenas and gradually becomes embedded at institutional level, it is possible that the community does not share the understandings of sustainability that are guiding developments in many spheres which affect their lives. Use of terminology at policy level which is unfamiliar to the community is not unusual, so does it matter in the case of “sustainability”? This paper reviews research, both qualitative and quantitative, undertaken between 2000 and 2004 for the NSW Department of Environment and Conservation in the context of development of a sustainability education program known as Our Environment: It's a Living Thing . This research both explored understanding and concepts of sustainability and developed a community segmentation on the basis of environmental knowledge, attitudes and behaviour. The implications of this research for future research and for programs aimed at developing community understanding of, and commitment to, sustainability are also discussed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it